Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425680	CLM	Janet Mejia	2000-12-10	—	—	2450 Camelback Rd, Phoenix, AZ, 85012	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50466	TPA	Harold Lawsoon	2007-10-22	—	—	4766 Bayshore Dr, San Antonio, TX, 78291	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-130687	ENR	Walter Q Hudson	1939-11-17	UHC-10004-82	—	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404759	CLM	Nancy Elliott	2004-10-04	UHC-74232-48	—	4488 Washington St, Houston, TX, 77051	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410126	CLM	Bruce Watson	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-429930	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142335	ENR	Priya Williams	1972-03-23	UHC-70691-50	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414963	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414962	CLM	Lucia Vega	2006-09-16	—	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51083	TPA	Jordan Porter	1970-07-21	—	—	214 Washington St, Los Angeles, CA, 90099	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414781	CLM	Scott Bryant	1972-08-07	—	3943588150	2176 Broadway, San Antonio, TX, 78200	0.64	Two-digit birth year Address re-cased City re-cased State name converted to code+2 more
CLM-424832	CLM	Joe Weaver	1989-10-27	—	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-418415	CLM	Ryan Hunter	1966-10-05	UHC-48235-63	—	7479 Forest Ave, Charlotte, NC, 28209	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111164	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	—	2981 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110078	ENR	Ronald K Clark	1964-05-23	—	5492283971	2752 Willow Ct, Plano, TX, 75050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128952	ENR	Raymond Wong	1994-04-14	UHC-52021-25	8573971127	6869 Union St, Los Angeles, CA, 90038	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136089	ENR	Judith N Guzman	1944-02-20	UHC-84824-01	4878577182	3680 Church St, Glendale, AZ, 85308	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416304	CLM	Anna Reiid	1965-12-01	UHC-32350-43	—	6762 Spring St, Fresno, CA, 93744	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115451	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408226	CLM	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-416063	CLM	Donald Matthews	1995-02-05	UHC-95205-05	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408075	CLM	Nathan West	1970-10-16	UHC-00293-65	—	8702 Valley View Dr, Phoenix, AZ, 85003	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103371	ENR	Amy I Montgomery	1969-05-19	UHC-01860-44	9546973499	6024 Ridge Rd, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133635	ENR	Kathy O Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132114	ENR	Denny V Ruiz	1988-12-22	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX, 75268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424566	CLM	Diana Castro	1977-10-11	UHC-13008-27	—	2172 Ocean Ave, Orlando, FL, 32838	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62659	TPA	Pamela A Herrera	1962-07-27	—	—	9282 Indian School Rd, Glendale, AZ, 85331	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137505	ENR	Lawrence C Payne	2004-07-14	UHC-92961-16	—	7040 Mesa Dr, San Diego, CA, 92123	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411666	CLM	Heather M Rodriguez	1960-12-16	—	5688503537	5388 Valley View Dr, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416469	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410550	CLM	Gracce Ortea	1962-04-12	—	—	8559 Meadow Ln, Nashville, TN, 37280	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409862	CLM	Abigail Vargas	2005-06-26	—	—	3980 Willow Ct, Charlotte, NC, 28296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20579	PRV	Nathan Brooks	—	—	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
PRV-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-413818	CLM	Ann Salazar	1991-01-03	—	7516776064	4627 Union St, Phoenix, AZ, 85089	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64301	TPA	Jass Butler	1961-06-06	—	—	1637 Sage Ct, Plano, TX, 75050	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-421540	CLM	Frances Ruiz	1994-03-16	UHC-53327-52	—	9212 Main St, Atlanta, GA, 30353	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105137	ENR	Wayne Hayes	1955-01-27	UHC-81566-25	—	6294 Highland Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424901	CLM	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	3126 Lincoln Way, Atlanta, GA, 30372	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109799	ENR	Olivia Turner	1961-10-26	UHC-63166-79	8959091783	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-118860	ENR	Theresa B Mills	2000-03-14	UHC-17982-74	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409883	CLM	Timothy Mills	—	UHC-97279-49	—	4893 Valley View Dr, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
CLM-421162	CLM	Teresa Harrison	1951-12-01	—	6826369415	8615 Palm Dr, Dallas, TX, 75243	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430478	CLM	Nicholas Oliver	1967-01-18	—	—	7570 Lake View Rd, Houston, TX, 77050	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113296	ENR	Catherine Taylor	1949-01-23	UHC-76777-58	5503384257	4970 Harbor Blvd, Glendale, AZ, 85327	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129662	ENR	Deborah W Willis	1975-02-17	UHC-78282-13	2116727261	2399 Harbor Blvd, Miami, FL, 33157	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123742	ENR	Samantha Olson	1980-08-18	UHC-70649-18	8876555252	23 Desert Sky Blvd, Fresno, CA, 93768	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21765	PRV	Ahmed X Harper	1954-11-08	UHC-87526-51	4263598581	1661 Central Ave, Tampa, FL, 33665	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 106 of 182Previous Next